{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "copyright-notice"
   },
   "source": [
    "#### Copyright 2017 Google LLC."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "cellView": "both",
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "copyright-notice2"
   },
   "outputs": [],
   "source": [
    "# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
    "# you may not use this file except in compliance with the License.\n",
    "# You may obtain a copy of the License at\n",
    "#\n",
    "# https://www.apache.org/licenses/LICENSE-2.0\n",
    "#\n",
    "# Unless required by applicable law or agreed to in writing, software\n",
    "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
    "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
    "# See the License for the specific language governing permissions and\n",
    "# limitations under the License."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "eV16J6oUY-HN",
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    " # 神经网络简介"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "_wIcUFLSKNdx"
   },
   "source": [
    " **学习目标：**\n",
    "  * 使用 TensorFlow `DNNRegressor` 类定义神经网络 (NN) 及其隐藏层\n",
    "  * 训练神经网络学习数据集中的非线性规律，并实现比线性回归模型更好的效果"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "_ZZ7f7prKNdy"
   },
   "source": [
    " 在之前的练习中，我们使用合成特征来帮助模型学习非线性规律。\n",
    "\n",
    "一组重要的非线性关系是纬度和经度的关系，但也可能存在其他非线性关系。\n",
    "\n",
    "现在我们从之前练习中的逻辑回归任务回到标准的（线性）回归任务。也就是说，我们将直接预测 `median_house_value`。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "J2kqX6VZTHUy"
   },
   "source": [
    " ## 设置\n",
    "\n",
    "首先加载和准备数据。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "AGOM1TUiKNdz"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\envs\\mlcc\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:516: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
      "C:\\ProgramData\\Anaconda3\\envs\\mlcc\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:517: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
      "C:\\ProgramData\\Anaconda3\\envs\\mlcc\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:518: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
      "C:\\ProgramData\\Anaconda3\\envs\\mlcc\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:519: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
      "C:\\ProgramData\\Anaconda3\\envs\\mlcc\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:520: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
      "C:\\ProgramData\\Anaconda3\\envs\\mlcc\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n",
      "C:\\ProgramData\\Anaconda3\\envs\\mlcc\\lib\\site-packages\\tensorboard\\compat\\tensorflow_stub\\dtypes.py:541: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
      "C:\\ProgramData\\Anaconda3\\envs\\mlcc\\lib\\site-packages\\tensorboard\\compat\\tensorflow_stub\\dtypes.py:542: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
      "C:\\ProgramData\\Anaconda3\\envs\\mlcc\\lib\\site-packages\\tensorboard\\compat\\tensorflow_stub\\dtypes.py:543: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
      "C:\\ProgramData\\Anaconda3\\envs\\mlcc\\lib\\site-packages\\tensorboard\\compat\\tensorflow_stub\\dtypes.py:544: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
      "C:\\ProgramData\\Anaconda3\\envs\\mlcc\\lib\\site-packages\\tensorboard\\compat\\tensorflow_stub\\dtypes.py:545: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
      "C:\\ProgramData\\Anaconda3\\envs\\mlcc\\lib\\site-packages\\tensorboard\\compat\\tensorflow_stub\\dtypes.py:550: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n"
     ]
    }
   ],
   "source": [
    "from __future__ import print_function\n",
    "\n",
    "import math\n",
    "\n",
    "from IPython import display\n",
    "from matplotlib import cm\n",
    "from matplotlib import gridspec\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn import metrics\n",
    "import tensorflow as tf\n",
    "from tensorflow.python.data import Dataset\n",
    "\n",
    "tf.logging.set_verbosity(tf.logging.ERROR)\n",
    "pd.options.display.max_rows = 10\n",
    "pd.options.display.float_format = '{:.1f}'.format\n",
    "\n",
    "california_housing_dataframe = pd.read_csv(\"https://download.mlcc.google.cn/mledu-datasets/california_housing_train.csv\", sep=\",\")\n",
    "\n",
    "california_housing_dataframe = california_housing_dataframe.reindex(\n",
    "    np.random.permutation(california_housing_dataframe.index))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "2I8E2qhyKNd4"
   },
   "outputs": [],
   "source": [
    "def preprocess_features(california_housing_dataframe):\n",
    "  \"\"\"Prepares input features from California housing data set.\n",
    "\n",
    "  Args:\n",
    "    california_housing_dataframe: A Pandas DataFrame expected to contain data\n",
    "      from the California housing data set.\n",
    "  Returns:\n",
    "    A DataFrame that contains the features to be used for the model, including\n",
    "    synthetic features.\n",
    "  \"\"\"\n",
    "  selected_features = california_housing_dataframe[\n",
    "    [\"latitude\",\n",
    "     \"longitude\",\n",
    "     \"housing_median_age\",\n",
    "     \"total_rooms\",\n",
    "     \"total_bedrooms\",\n",
    "     \"population\",\n",
    "     \"households\",\n",
    "     \"median_income\"]]\n",
    "  processed_features = selected_features.copy()\n",
    "  # Create a synthetic feature.\n",
    "  processed_features[\"rooms_per_person\"] = (\n",
    "    california_housing_dataframe[\"total_rooms\"] /\n",
    "    california_housing_dataframe[\"population\"])\n",
    "  return processed_features\n",
    "\n",
    "def preprocess_targets(california_housing_dataframe):\n",
    "  \"\"\"Prepares target features (i.e., labels) from California housing data set.\n",
    "\n",
    "  Args:\n",
    "    california_housing_dataframe: A Pandas DataFrame expected to contain data\n",
    "      from the California housing data set.\n",
    "  Returns:\n",
    "    A DataFrame that contains the target feature.\n",
    "  \"\"\"\n",
    "  output_targets = pd.DataFrame()\n",
    "  # Scale the target to be in units of thousands of dollars.\n",
    "  output_targets[\"median_house_value\"] = (\n",
    "    california_housing_dataframe[\"median_house_value\"] / 1000.0)\n",
    "  return output_targets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "pQzcj2B1T5dA"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training examples summary:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>rooms_per_person</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>count</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>12000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mean</td>\n",
       "      <td>35.6</td>\n",
       "      <td>-119.6</td>\n",
       "      <td>28.6</td>\n",
       "      <td>2639.9</td>\n",
       "      <td>538.4</td>\n",
       "      <td>1428.7</td>\n",
       "      <td>500.5</td>\n",
       "      <td>3.9</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>std</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>12.6</td>\n",
       "      <td>2180.7</td>\n",
       "      <td>420.8</td>\n",
       "      <td>1162.8</td>\n",
       "      <td>384.9</td>\n",
       "      <td>1.9</td>\n",
       "      <td>1.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>min</td>\n",
       "      <td>32.5</td>\n",
       "      <td>-124.3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25%</td>\n",
       "      <td>33.9</td>\n",
       "      <td>-121.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1454.0</td>\n",
       "      <td>296.0</td>\n",
       "      <td>791.0</td>\n",
       "      <td>281.0</td>\n",
       "      <td>2.6</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50%</td>\n",
       "      <td>34.2</td>\n",
       "      <td>-118.5</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2121.0</td>\n",
       "      <td>433.0</td>\n",
       "      <td>1164.0</td>\n",
       "      <td>408.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75%</td>\n",
       "      <td>37.7</td>\n",
       "      <td>-118.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3137.0</td>\n",
       "      <td>647.0</td>\n",
       "      <td>1718.0</td>\n",
       "      <td>604.2</td>\n",
       "      <td>4.8</td>\n",
       "      <td>2.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>max</td>\n",
       "      <td>42.0</td>\n",
       "      <td>-114.5</td>\n",
       "      <td>52.0</td>\n",
       "      <td>32627.0</td>\n",
       "      <td>6445.0</td>\n",
       "      <td>35682.0</td>\n",
       "      <td>6082.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>55.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       latitude  longitude  housing_median_age  total_rooms  total_bedrooms  \\\n",
       "count   12000.0    12000.0             12000.0      12000.0         12000.0   \n",
       "mean       35.6     -119.6                28.6       2639.9           538.4   \n",
       "std         2.1        2.0                12.6       2180.7           420.8   \n",
       "min        32.5     -124.3                 2.0          2.0             1.0   \n",
       "25%        33.9     -121.8                18.0       1454.0           296.0   \n",
       "50%        34.2     -118.5                29.0       2121.0           433.0   \n",
       "75%        37.7     -118.0                37.0       3137.0           647.0   \n",
       "max        42.0     -114.5                52.0      32627.0          6445.0   \n",
       "\n",
       "       population  households  median_income  rooms_per_person  \n",
       "count     12000.0     12000.0        12000.0           12000.0  \n",
       "mean       1428.7       500.5            3.9               2.0  \n",
       "std        1162.8       384.9            1.9               1.2  \n",
       "min           3.0         1.0            0.5               0.0  \n",
       "25%         791.0       281.0            2.6               1.5  \n",
       "50%        1164.0       408.0            3.5               1.9  \n",
       "75%        1718.0       604.2            4.8               2.3  \n",
       "max       35682.0      6082.0           15.0              55.2  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Validation examples summary:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>rooms_per_person</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>count</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>5000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mean</td>\n",
       "      <td>35.7</td>\n",
       "      <td>-119.6</td>\n",
       "      <td>28.7</td>\n",
       "      <td>2652.6</td>\n",
       "      <td>541.9</td>\n",
       "      <td>1431.6</td>\n",
       "      <td>503.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>std</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>2178.4</td>\n",
       "      <td>423.1</td>\n",
       "      <td>1111.2</td>\n",
       "      <td>383.5</td>\n",
       "      <td>1.9</td>\n",
       "      <td>1.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>min</td>\n",
       "      <td>32.5</td>\n",
       "      <td>-124.3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25%</td>\n",
       "      <td>33.9</td>\n",
       "      <td>-121.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1472.8</td>\n",
       "      <td>299.0</td>\n",
       "      <td>786.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50%</td>\n",
       "      <td>34.3</td>\n",
       "      <td>-118.5</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2146.0</td>\n",
       "      <td>435.0</td>\n",
       "      <td>1175.5</td>\n",
       "      <td>412.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75%</td>\n",
       "      <td>37.7</td>\n",
       "      <td>-118.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3174.2</td>\n",
       "      <td>653.0</td>\n",
       "      <td>1727.5</td>\n",
       "      <td>607.0</td>\n",
       "      <td>4.7</td>\n",
       "      <td>2.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>max</td>\n",
       "      <td>42.0</td>\n",
       "      <td>-114.3</td>\n",
       "      <td>52.0</td>\n",
       "      <td>37937.0</td>\n",
       "      <td>5471.0</td>\n",
       "      <td>16122.0</td>\n",
       "      <td>5189.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>52.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       latitude  longitude  housing_median_age  total_rooms  total_bedrooms  \\\n",
       "count    5000.0     5000.0              5000.0       5000.0          5000.0   \n",
       "mean       35.7     -119.6                28.7       2652.6           541.9   \n",
       "std         2.2        2.0                12.5       2178.4           423.1   \n",
       "min        32.5     -124.3                 1.0         12.0             3.0   \n",
       "25%        33.9     -121.8                18.0       1472.8           299.0   \n",
       "50%        34.3     -118.5                29.0       2146.0           435.0   \n",
       "75%        37.7     -118.0                37.0       3174.2           653.0   \n",
       "max        42.0     -114.3                52.0      37937.0          5471.0   \n",
       "\n",
       "       population  households  median_income  rooms_per_person  \n",
       "count      5000.0      5000.0         5000.0            5000.0  \n",
       "mean       1431.6       503.0            3.9               2.0  \n",
       "std        1111.2       383.5            1.9               1.2  \n",
       "min          13.0         2.0            0.5               0.1  \n",
       "25%         786.0       284.0            2.5               1.5  \n",
       "50%        1175.5       412.0            3.5               1.9  \n",
       "75%        1727.5       607.0            4.7               2.3  \n",
       "max       16122.0      5189.0           15.0              52.0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training targets summary:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>median_house_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>count</td>\n",
       "      <td>12000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mean</td>\n",
       "      <td>206.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>std</td>\n",
       "      <td>115.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>min</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25%</td>\n",
       "      <td>119.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50%</td>\n",
       "      <td>179.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75%</td>\n",
       "      <td>264.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>max</td>\n",
       "      <td>500.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       median_house_value\n",
       "count             12000.0\n",
       "mean                206.9\n",
       "std                 115.7\n",
       "min                  15.0\n",
       "25%                 119.8\n",
       "50%                 179.4\n",
       "75%                 264.5\n",
       "max                 500.0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Validation targets summary:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>median_house_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>count</td>\n",
       "      <td>5000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mean</td>\n",
       "      <td>208.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>std</td>\n",
       "      <td>116.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>min</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25%</td>\n",
       "      <td>118.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50%</td>\n",
       "      <td>182.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75%</td>\n",
       "      <td>266.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>max</td>\n",
       "      <td>500.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       median_house_value\n",
       "count              5000.0\n",
       "mean                208.1\n",
       "std                 116.7\n",
       "min                  15.0\n",
       "25%                 118.8\n",
       "50%                 182.1\n",
       "75%                 266.1\n",
       "max                 500.0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Choose the first 12000 (out of 17000) examples for training.\n",
    "training_examples = preprocess_features(california_housing_dataframe.head(12000))\n",
    "training_targets = preprocess_targets(california_housing_dataframe.head(12000))\n",
    "\n",
    "# Choose the last 5000 (out of 17000) examples for validation.\n",
    "validation_examples = preprocess_features(california_housing_dataframe.tail(5000))\n",
    "validation_targets = preprocess_targets(california_housing_dataframe.tail(5000))\n",
    "\n",
    "# Double-check that we've done the right thing.\n",
    "print(\"Training examples summary:\")\n",
    "display.display(training_examples.describe())\n",
    "print(\"Validation examples summary:\")\n",
    "display.display(validation_examples.describe())\n",
    "\n",
    "print(\"Training targets summary:\")\n",
    "display.display(training_targets.describe())\n",
    "print(\"Validation targets summary:\")\n",
    "display.display(validation_targets.describe())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "RWq0xecNKNeG"
   },
   "source": [
    " ## 构建神经网络\n",
    "\n",
    "神经网络由 [DNNRegressor](https://www.tensorflow.org/api_docs/python/tf/estimator/DNNRegressor) 类定义。\n",
    "\n",
    "使用 **`hidden_units`** 定义神经网络的结构。`hidden_units` 参数会创建一个整数列表，其中每个整数对应一个隐藏层，表示其中的节点数。以下面的赋值为例：\n",
    "\n",
    "`hidden_units=[3,10]`\n",
    "\n",
    "上述赋值为神经网络指定了两个隐藏层：\n",
    "\n",
    "* 第一个隐藏层包含 3 个节点。\n",
    "* 第二个隐藏层包含 10 个节点。\n",
    "\n",
    "如果我们想要添加更多层，可以向该列表添加更多整数。例如，`hidden_units=[10,20,30,40]` 会创建 4 个分别包含 10、20、30 和 40 个单元的隐藏层。\n",
    "\n",
    "默认情况下，所有隐藏层都会使用 ReLu 激活函数，且是全连接层。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "ni0S6zHcTb04"
   },
   "outputs": [],
   "source": [
    "def construct_feature_columns(input_features):\n",
    "  \"\"\"Construct the TensorFlow Feature Columns.\n",
    "\n",
    "  Args:\n",
    "    input_features: The names of the numerical input features to use.\n",
    "  Returns:\n",
    "    A set of feature columns\n",
    "  \"\"\" \n",
    "  return set([tf.feature_column.numeric_column(my_feature)\n",
    "              for my_feature in input_features])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "zvCqgNdzpaFg"
   },
   "outputs": [],
   "source": [
    "def my_input_fn(features, targets, batch_size=1, shuffle=True, num_epochs=None):\n",
    "    \"\"\"Trains a neural net regression model.\n",
    "  \n",
    "    Args:\n",
    "      features: pandas DataFrame of features\n",
    "      targets: pandas DataFrame of targets\n",
    "      batch_size: Size of batches to be passed to the model\n",
    "      shuffle: True or False. Whether to shuffle the data.\n",
    "      num_epochs: Number of epochs for which data should be repeated. None = repeat indefinitely\n",
    "    Returns:\n",
    "      Tuple of (features, labels) for next data batch\n",
    "    \"\"\"\n",
    "    \n",
    "    # Convert pandas data into a dict of np arrays.\n",
    "    features = {key:np.array(value) for key,value in dict(features).items()}                                             \n",
    " \n",
    "    # Construct a dataset, and configure batching/repeating.\n",
    "    ds = Dataset.from_tensor_slices((features,targets)) # warning: 2GB limit\n",
    "    ds = ds.batch(batch_size).repeat(num_epochs)\n",
    "    \n",
    "    # Shuffle the data, if specified.\n",
    "    if shuffle:\n",
    "      ds = ds.shuffle(10000)\n",
    "    \n",
    "    # Return the next batch of data.\n",
    "    features, labels = ds.make_one_shot_iterator().get_next()\n",
    "    return features, labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "U52Ychv9KNeH"
   },
   "outputs": [],
   "source": [
    "def train_nn_regression_model(\n",
    "    learning_rate,\n",
    "    steps,\n",
    "    batch_size,\n",
    "    hidden_units,\n",
    "    training_examples,\n",
    "    training_targets,\n",
    "    validation_examples,\n",
    "    validation_targets):\n",
    "  \"\"\"Trains a neural network regression model.\n",
    "  \n",
    "  In addition to training, this function also prints training progress information,\n",
    "  as well as a plot of the training and validation loss over time.\n",
    "  \n",
    "  Args:\n",
    "    learning_rate: A `float`, the learning rate.\n",
    "    steps: A non-zero `int`, the total number of training steps. A training step\n",
    "      consists of a forward and backward pass using a single batch.\n",
    "    batch_size: A non-zero `int`, the batch size.\n",
    "    hidden_units: A `list` of int values, specifying the number of neurons in each layer.\n",
    "    training_examples: A `DataFrame` containing one or more columns from\n",
    "      `california_housing_dataframe` to use as input features for training.\n",
    "    training_targets: A `DataFrame` containing exactly one column from\n",
    "      `california_housing_dataframe` to use as target for training.\n",
    "    validation_examples: A `DataFrame` containing one or more columns from\n",
    "      `california_housing_dataframe` to use as input features for validation.\n",
    "    validation_targets: A `DataFrame` containing exactly one column from\n",
    "      `california_housing_dataframe` to use as target for validation.\n",
    "      \n",
    "  Returns:\n",
    "    A `DNNRegressor` object trained on the training data.\n",
    "  \"\"\"\n",
    "\n",
    "  periods = 10\n",
    "  steps_per_period = steps / periods\n",
    "  \n",
    "  # Create a DNNRegressor object.\n",
    "  my_optimizer = tf.train.GradientDescentOptimizer(learning_rate=learning_rate)\n",
    "  my_optimizer = tf.contrib.estimator.clip_gradients_by_norm(my_optimizer, 5.0)\n",
    "  dnn_regressor = tf.estimator.DNNRegressor(\n",
    "      feature_columns=construct_feature_columns(training_examples),\n",
    "      hidden_units=hidden_units,\n",
    "      optimizer=my_optimizer\n",
    "  )\n",
    "  \n",
    "  # Create input functions.\n",
    "  training_input_fn = lambda: my_input_fn(training_examples, \n",
    "                                          training_targets[\"median_house_value\"], \n",
    "                                          batch_size=batch_size)\n",
    "  predict_training_input_fn = lambda: my_input_fn(training_examples, \n",
    "                                                  training_targets[\"median_house_value\"], \n",
    "                                                  num_epochs=1, \n",
    "                                                  shuffle=False)\n",
    "  predict_validation_input_fn = lambda: my_input_fn(validation_examples, \n",
    "                                                    validation_targets[\"median_house_value\"], \n",
    "                                                    num_epochs=1, \n",
    "                                                    shuffle=False)\n",
    "\n",
    "  # Train the model, but do so inside a loop so that we can periodically assess\n",
    "  # loss metrics.\n",
    "  print(\"Training model...\")\n",
    "  print(\"RMSE (on training data):\")\n",
    "  training_rmse = []\n",
    "  validation_rmse = []\n",
    "  for period in range (0, periods):\n",
    "    # Train the model, starting from the prior state.\n",
    "    dnn_regressor.train(\n",
    "        input_fn=training_input_fn,\n",
    "        steps=steps_per_period\n",
    "    )\n",
    "    # Take a break and compute predictions.\n",
    "    training_predictions = dnn_regressor.predict(input_fn=predict_training_input_fn)\n",
    "    training_predictions = np.array([item['predictions'][0] for item in training_predictions])\n",
    "    \n",
    "    validation_predictions = dnn_regressor.predict(input_fn=predict_validation_input_fn)\n",
    "    validation_predictions = np.array([item['predictions'][0] for item in validation_predictions])\n",
    "    \n",
    "    # Compute training and validation loss.\n",
    "    training_root_mean_squared_error = math.sqrt(\n",
    "        metrics.mean_squared_error(training_predictions, training_targets))\n",
    "    validation_root_mean_squared_error = math.sqrt(\n",
    "        metrics.mean_squared_error(validation_predictions, validation_targets))\n",
    "    # Occasionally print the current loss.\n",
    "    print(\"  period %02d : %0.2f\" % (period, training_root_mean_squared_error))\n",
    "    # Add the loss metrics from this period to our list.\n",
    "    training_rmse.append(training_root_mean_squared_error)\n",
    "    validation_rmse.append(validation_root_mean_squared_error)\n",
    "  print(\"Model training finished.\")\n",
    "\n",
    "  # Output a graph of loss metrics over periods.\n",
    "  plt.ylabel(\"RMSE\")\n",
    "  plt.xlabel(\"Periods\")\n",
    "  plt.title(\"Root Mean Squared Error vs. Periods\")\n",
    "  plt.tight_layout()\n",
    "  plt.plot(training_rmse, label=\"training\")\n",
    "  plt.plot(validation_rmse, label=\"validation\")\n",
    "  plt.legend()\n",
    "\n",
    "  print(\"Final RMSE (on training data):   %0.2f\" % training_root_mean_squared_error)\n",
    "  print(\"Final RMSE (on validation data): %0.2f\" % validation_root_mean_squared_error)\n",
    "\n",
    "  return dnn_regressor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "2QhdcCy-Y8QR",
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    " ## 任务 1：训练神经网络模型\n",
    "\n",
    "**调整超参数，目标是将 RMSE 降到 110 以下。**\n",
    "\n",
    "运行以下代码块来训练神经网络模型。\n",
    "\n",
    "我们已经知道，在使用了很多特征的线性回归练习中，110 左右的 RMSE 已经是相当不错的结果。我们将得到比它更好的结果。\n",
    "\n",
    "在此练习中，您的任务是修改各种学习设置，以提高在验证数据上的准确率。\n",
    "\n",
    "对于神经网络而言，过拟合是一种真正的潜在危险。您可以查看训练数据损失与验证数据损失之间的差值，以帮助判断模型是否有过拟合的趋势。如果差值开始变大，则通常可以肯定存在过拟合。\n",
    "\n",
    "由于存在很多不同的可能设置，强烈建议您记录每次试验，以在开发流程中进行参考。\n",
    "\n",
    "此外，获得效果出色的设置后，尝试多次运行该设置，看看结果的重复程度。由于神经网络权重通常会初始化为较小的随机值，因此每次运行结果应该存在差异。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "rXmtSW1yKNeK"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training model...\n",
      "RMSE (on training data):\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A0EA2A90>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A0EA2A90>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A0EEAF28>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A0EEAF28>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A1EE0470>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A1EE0470>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A1EE03C8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A1EE03C8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A1EE07B8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A1EE07B8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A287A6D8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A287A6D8>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A287A908>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A287A908>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A287AC50>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A287AC50>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A287A4A8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A287A4A8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2861E80>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2861E80>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A2BBC390>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A2BBC390>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A6E0A2E8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A6E0A2E8>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6E0A7F0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6E0A7F0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6E0A748>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6E0A748>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6E0AB38>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6E0AB38>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "  period 00 : 177.70\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A72E4160>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A72E4160>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A732D470>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A732D470>>: AttributeError: module 'gast' has no attribute 'Num'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A732D978>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A732D978>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A732D8D0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A732D8D0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A732DCC0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A732DCC0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A2A42A58>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A2A42A58>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A27D59E8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A27D59E8>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A27D5EF0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A27D5EF0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A27D5E48>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A27D5E48>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A27CA278>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A27CA278>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A2837400>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A2837400>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A293B358>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A293B358>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A293B860>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A293B860>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A293B7B8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A293B7B8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A293BBA8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A293BBA8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "  period 01 : 190.49\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A1FA10F0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A1FA10F0>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A20804E0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A20804E0>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2100DD8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2100DD8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2100908>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2100908>>: AssertionError: Bad argument number for Name: 3, expecting 4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2100AC8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2100AC8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A2594630>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A2594630>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A205A358>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A205A358>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A205A860>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A205A860>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A205A7B8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A205A7B8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A205ABA8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A205ABA8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A27CA048>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A27CA048>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A2950D30>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A2950D30>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x000002039EC52668>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x000002039EC52668>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x000002039EC521D0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x000002039EC521D0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A1F26198>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A1F26198>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "  period 02 : 339.58\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A85D7630>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A85D7630>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A2354A90>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A2354A90>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2354F98>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2354F98>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2354EF0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2354EF0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2339320>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2339320>>: AssertionError: Bad argument number for Name: 3, expecting 4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A7343C50>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A7343C50>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A233AEB8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A233AEB8>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A70BA780>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A70BA780>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A70BA630>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A70BA630>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A70BA9E8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A70BA9E8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A7053780>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A7053780>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A72386D8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A72386D8>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7238BE0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7238BE0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7238B38>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7238B38>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7238F28>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7238F28>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "  period 03 : 252.26\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A1FA1B70>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A1FA1B70>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A218BB00>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A218BB00>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2726908>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2726908>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2726588>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2726588>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2726160>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2726160>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A1EE0668>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A1EE0668>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A25E9780>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A25E9780>>: AttributeError: module 'gast' has no attribute 'Num'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A25E9EF0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A25E9EF0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A25E9E10>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A25E9E10>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A25E9DD8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A25E9DD8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A20E65C0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A20E65C0>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A8635518>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A8635518>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A8635A20>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A8635A20>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A8635978>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A8635978>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A8635D68>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A8635D68>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "  period 04 : 157.63\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A7092DD8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A7092DD8>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A704C8D0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A704C8D0>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A704C240>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A704C240>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A704C710>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A704C710>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A704CB00>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A704CB00>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A6E982E8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A6E982E8>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A2BB1080>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A2BB1080>>: AttributeError: module 'gast' has no attribute 'Num'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2BB18D0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2BB18D0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2BB1860>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2BB1860>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2BB19E8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2BB19E8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A293E978>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A293E978>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A204FB70>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A204FB70>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A204F240>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A204F240>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A204F470>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A204F470>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6F42908>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6F42908>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "  period 05 : 134.76\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A296CB70>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A296CB70>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A23A9048>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A23A9048>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A23A9518>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A23A9518>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A23A9470>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A23A9470>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A23A9860>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A23A9860>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A2431DA0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A2431DA0>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A6F422E8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A6F422E8>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A27A8198>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A27A8198>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A27A8160>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A27A8160>>: AssertionError: Bad argument number for Name: 3, expecting 4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A27A8DA0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A27A8DA0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A206B278>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A206B278>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A28961D0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A28961D0>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A28966D8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A28966D8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2896630>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2896630>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2896A20>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2896A20>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "  period 06 : 135.15\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A0EA2080>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A0EA2080>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A7293668>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A7293668>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A255D518>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A255D518>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A255D828>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A255D828>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A255D9E8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A255D9E8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A7180A58>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A7180A58>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A7173828>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A7173828>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7173E80>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7173E80>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7173FD0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7173FD0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7460278>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7460278>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A2105940>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A2105940>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A2452320>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A2452320>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2452E48>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2452E48>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2452B00>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2452B00>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2452A58>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2452A58>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "  period 07 : 181.00\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A87A7240>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A87A7240>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A85E5390>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A85E5390>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A85E5898>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A85E5898>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A85E57F0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A85E57F0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A85E5BE0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A85E5BE0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A29A9630>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A29A9630>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A23AF6A0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A23AF6A0>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A27A7240>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A27A7240>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A27A73C8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A27A73C8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A27A7B38>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A27A7B38>>: AssertionError: Bad argument number for Name: 3, expecting 4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A29C6278>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A29C6278>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A750E1D0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A750E1D0>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A750E6D8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A750E6D8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A750E630>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A750E630>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A750EA20>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A750EA20>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "  period 08 : 168.74\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A6F26B70>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A6F26B70>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A29C6E10>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A29C6E10>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A29C62B0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A29C62B0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A29C67B8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A29C67B8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A29C6128>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A29C6128>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A29C1978>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A29C1978>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A205D8D0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A205D8D0>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A205DEF0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A205DEF0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A205DF28>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A205DF28>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A205DDD8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A205DDD8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A7479128>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A7479128>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A74091D0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A74091D0>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A1F7C390>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A1F7C390>>: AssertionError: Bad argument number for Name: 3, expecting 4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A1F7CDA0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A1F7CDA0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A1F7C198>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A1F7C198>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "  period 09 : 158.99\n",
      "Model training finished.\n",
      "Final RMSE (on training data):   158.99\n",
      "Final RMSE (on validation data): 160.58\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dnn_regressor = train_nn_regression_model(\n",
    "    learning_rate=0.01,\n",
    "    steps=500,\n",
    "    batch_size=10,\n",
    "    hidden_units=[10, 2],\n",
    "    training_examples=training_examples,\n",
    "    training_targets=training_targets,\n",
    "    validation_examples=validation_examples,\n",
    "    validation_targets=validation_targets)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "O2q5RRCKqYaU"
   },
   "source": [
    " ### 解决方案\n",
    "\n",
    "点击下方即可查看可能的解决方案"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "j2Yd5VfrqcC3"
   },
   "source": [
    " **注意**：在本次练习中，参数的选择有点随意。我们尝试了越来越复杂的组合，并进行了较长时间的训练，直到误差降到目标之下。这决不是最佳组合；其他组合可能会获得更低的 RMSE。如果您的目标是找到可以产生最小误差的模型，那么您需要使用更严格的流程，例如参数搜索。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "IjkpSqmxqnSM"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training model...\n",
      "RMSE (on training data):\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A74B46A0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A74B46A0>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A7433B00>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A7433B00>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A742C048>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A742C048>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7433F60>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7433F60>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A742C390>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A742C390>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A23A94A8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A23A94A8>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A24CCD68>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A24CCD68>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A87A7C18>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A87A7C18>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A87A7A20>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A87A7A20>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A87A7390>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A87A7390>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A7323780>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A7323780>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A714A6D8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A714A6D8>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A714ABE0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A714ABE0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A714AB38>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A714AB38>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A714AF28>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A714AF28>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "  period 00 : 139.14\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203AF881C88>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203AF881C88>>: AttributeError: module 'gast' has no attribute 'Num'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A73BBBE0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A73BBBE0>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A73BBB38>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A73BBB38>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A73BB978>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A73BB978>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A73DD898>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A73DD898>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A22D9128>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A22D9128>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A2248080>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A2248080>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2248588>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2248588>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A22484E0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A22484E0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A22488D0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A22488D0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203B0A98160>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203B0A98160>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203B0AD50B8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203B0AD50B8>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203B0ABB780>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203B0ABB780>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203B0ABB860>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203B0ABB860>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203B0ABB358>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203B0ABB358>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "  period 01 : 131.14\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A280C390>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A280C390>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A87933C8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A87933C8>>: AttributeError: module 'gast' has no attribute 'Num'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A8793D68>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A8793D68>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A87936D8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A87936D8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2943F98>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2943F98>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A267FA90>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A267FA90>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A6FE7A20>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A6FE7A20>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6FE7F28>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6FE7F28>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6FE7E80>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6FE7E80>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A700C400>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A700C400>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A85E5E10>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A85E5E10>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A1F7C748>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A1F7C748>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A87A7780>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A87A7780>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A87A7C50>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A87A7C50>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A87A7B38>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A87A7B38>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "  period 02 : 123.64\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A2516470>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A2516470>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A73408D0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A73408D0>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2516F98>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2516F98>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2516F60>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2516F60>>: AssertionError: Bad argument number for Name: 3, expecting 4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2516828>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2516828>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A2080160>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A2080160>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A86B5278>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A86B5278>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A0EC0080>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A0EC0080>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A0EC0898>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A0EC0898>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7278C88>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7278C88>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A86835C0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A86835C0>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A7462518>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A7462518>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7462A20>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7462A20>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7462978>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7462978>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7462D68>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7462D68>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "  period 03 : 121.54\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203B0B11080>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203B0B11080>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203B0D8BC18>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203B0D8BC18>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203B0D8B400>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203B0D8B400>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203B0D8B9E8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203B0D8B9E8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7473CF8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7473CF8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A217B6D8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A217B6D8>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A6E77710>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A6E77710>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6E77E48>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6E77E48>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6E77D30>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6E77D30>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6E77BE0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6E77BE0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203B0982630>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203B0982630>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A1FCB588>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A1FCB588>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7278FD0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7278FD0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7278320>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7278320>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A86A4FD0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A86A4FD0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "  period 04 : 112.61\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A85EA710>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A85EA710>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203B0AD5160>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203B0AD5160>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6EDF2B0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6EDF2B0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6EDF438>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6EDF438>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6EDF4E0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6EDF4E0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A86E4978>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A86E4978>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A251B390>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A251B390>>: AttributeError: module 'gast' has no attribute 'Num'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A251BBE0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A251BBE0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A251B4A8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A251B4A8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2452278>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2452278>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A6FB36A0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A6FB36A0>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A29B12E8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A29B12E8>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A29B1438>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A29B1438>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A29B1048>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A29B1048>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A29B1358>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A29B1358>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "  period 05 : 109.38\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203B0E28208>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203B0E28208>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A6F94668>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A6F94668>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6F94B70>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6F94B70>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6F94AC8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6F94AC8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6F94EB8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A6F94EB8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A2797C18>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A2797C18>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A20DF1D0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A20DF1D0>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A20DFA58>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A20DFA58>>: AssertionError: Bad argument number for Name: 3, expecting 4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A20DFF60>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A20DFF60>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A20DF080>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A20DF080>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A86AC978>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A86AC978>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A707A8D0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A707A8D0>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A86AC550>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A86AC550>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A86AC6D8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A86AC6D8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A707A0B8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A707A0B8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "  period 06 : 109.06\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A0EC0E10>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A0EC0E10>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A2797CF8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A2797CF8>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2797860>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2797860>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2797A90>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2797A90>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2797BA8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2797BA8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A293F908>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A293F908>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A7188940>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A7188940>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7188A90>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7188A90>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7188FD0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7188FD0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7180048>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7180048>>: AssertionError: Bad argument number for Name: 3, expecting 4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A97D55F8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A97D55F8>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A7180CC0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A7180CC0>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7180B70>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7180B70>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7180978>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7180978>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7180198>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A7180198>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "  period 07 : 108.25\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A746F710>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A746F710>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A1FCA198>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A1FCA198>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A1FCA240>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A1FCA240>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A1FCAB00>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A1FCAB00>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A1FCAFD0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A1FCAFD0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203B0CFF048>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203B0CFF048>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203B10A2F60>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203B10A2F60>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203B10B9390>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203B10B9390>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203B10B92E8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203B10B92E8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203B10B96D8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203B10B96D8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203AF8370B8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203AF8370B8>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A25163C8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A25163C8>>: AttributeError: module 'gast' has no attribute 'Num'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2516A90>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2516A90>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2516780>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2516780>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2516F28>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A2516F28>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "  period 08 : 107.65\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A22ACB38>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A22ACB38>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A73BDF98>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A73BDF98>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A73A04E0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A73A04E0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A73A0438>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A73A0438>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A73A0828>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A73A0828>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A202E358>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A202E358>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A24EBC18>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A24EBC18>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A24EB908>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A24EB908>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A24EBA58>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A24EBA58>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A24EB5C0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A24EB5C0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A859F9E8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A859F9E8>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203B0CD5978>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203B0CD5978>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203B0CD5E80>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203B0CD5E80>>: AssertionError: Bad argument number for Name: 3, expecting 4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203B0CD5DD8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203B0CD5DD8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203B0CF9208>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203B0CF9208>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "  period 09 : 108.00\n",
      "Model training finished.\n",
      "Final RMSE (on training data):   108.00\n",
      "Final RMSE (on validation data): 109.21\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dnn_regressor = train_nn_regression_model(\n",
    "    learning_rate=0.001,\n",
    "    steps=2000,\n",
    "    batch_size=100,\n",
    "    hidden_units=[10, 10],\n",
    "    training_examples=training_examples,\n",
    "    training_targets=training_targets,\n",
    "    validation_examples=validation_examples,\n",
    "    validation_targets=validation_targets)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "c6diezCSeH4Y",
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    " ## 任务 2：用测试数据进行评估\n",
    "\n",
    "**确认您的验证效果结果经受得住测试数据的检验。**\n",
    "\n",
    "获得满意的模型后，用测试数据评估该模型，以与验证效果进行比较。\n",
    "\n",
    "提示：测试数据集位于[此处](https://download.mlcc.google.cn/mledu-datasets/california_housing_test.csv)。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "cellView": "both",
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "test": {
      "output": "ignore",
      "timeout": 600
     }
    },
    "colab_type": "code",
    "id": "icEJIl5Vp51r"
   },
   "outputs": [],
   "source": [
    "california_housing_test_data = pd.read_csv(\"https://download.mlcc.google.cn/mledu-datasets/california_housing_test.csv\", sep=\",\")\n",
    "\n",
    "# YOUR CODE HERE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "vvT2jDWjrKew"
   },
   "source": [
    " ### 解决方案\n",
    "\n",
    "点击下方即可查看可能的解决方案。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "FyDh7Qy6rQb0"
   },
   "source": [
    " 与顶部代码类似，我们只需加载合适的数据文件、对其进行预处理并调用预测和 mean_squared_error 即可。\n",
    "\n",
    "请注意，由于我们会使用所有记录，因此无需对测试数据进行随机化处理。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "vhb0CtdvrWZx"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Entity <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A97DF3C8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method _DNNModel.call of <tensorflow_estimator.python.estimator.canned.dnn._DNNModel object at 0x00000203A97DF3C8>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A259F080>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method DenseFeatures.call of <tensorflow.python.feature_column.feature_column_v2.DenseFeatures object at 0x00000203A259F080>>: AttributeError: module 'gast' has no attribute 'Num'\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A259F550>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A259F550>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A259F4E0>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A259F4E0>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "WARNING: Entity <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A219DEB8>> could not be transformed and will be executed as-is. Please report this to the AutgoGraph team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output. Cause: converting <bound method Dense.call of <tensorflow.python.layers.core.Dense object at 0x00000203A219DEB8>>: AssertionError: Bad argument number for Name: 3, expecting 4\n",
      "Final RMSE (on test data): 105.79\n"
     ]
    }
   ],
   "source": [
    "california_housing_test_data = pd.read_csv(\"https://download.mlcc.google.cn/mledu-datasets/california_housing_test.csv\", sep=\",\")\n",
    "\n",
    "test_examples = preprocess_features(california_housing_test_data)\n",
    "test_targets = preprocess_targets(california_housing_test_data)\n",
    "\n",
    "predict_testing_input_fn = lambda: my_input_fn(test_examples, \n",
    "                                               test_targets[\"median_house_value\"], \n",
    "                                               num_epochs=1, \n",
    "                                               shuffle=False)\n",
    "\n",
    "test_predictions = dnn_regressor.predict(input_fn=predict_testing_input_fn)\n",
    "test_predictions = np.array([item['predictions'][0] for item in test_predictions])\n",
    "\n",
    "root_mean_squared_error = math.sqrt(\n",
    "    metrics.mean_squared_error(test_predictions, test_targets))\n",
    "\n",
    "print(\"Final RMSE (on test data): %0.2f\" % root_mean_squared_error)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
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